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AI Visibility Scorecard
Batch 22
batch22.com · Food & Beverage
Borderline visible. AI bots can crawl Batch 22, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#763,825 of 1,698,076 in Food & Beverage for AI visibility
4.5
/10
AEO Score
About Batch 22
from our crawl and measurement
Batch 22 describes itself simply: "Discover Batch 22, a smooth, modern take on New American Aquavit. Crafted with bold botanicals for a fresh twist on tradition. Try this unforgettable spirit today!." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.
On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a few credibility markers. What holds it back is structured data describing the business.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.5/10, Batch 22 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Batch 22
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Batch 22.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/batch22
Cite this score: Engagemii (2026). "AEO Score for Batch 22." Retrieved from https://engagemii.com/aeo/brands/batch22
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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